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18 changes: 15 additions & 3 deletions heaps/heap_sort.py
Original file line number Diff line number Diff line change
@@ -1,8 +1,20 @@


from heaps.min_heap import MinHeap


def heap_sort(list):
""" This method uses a heap to sort an array.
Time Complexity: ?
Space Complexity: ?
Time Complexity: O(n log n)
Space Complexity: O(n)
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"""
pass
heap = MinHeap()

for item in list:
heap.add(item)

i = 0
while not heap.empty():
list[i] = heap.remove()
i += 1
return list
69 changes: 57 additions & 12 deletions heaps/min_heap.py
Original file line number Diff line number Diff line change
Expand Up @@ -22,16 +22,26 @@ def add(self, key, value = None):
Time Complexity: ?
Space Complexity: ?
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✨ Time and space complexity?

"""
pass
if value != None:
self.store.append(HeapNode(key, value))
else:
self.store.append(HeapNode(key, key))

self.heap_up(len(self.store) - 1)


def remove(self):
""" This method removes and returns an element from the heap
maintaining the heap structure
Time Complexity: ?
Space Complexity: ?
Time Complexity: O(log n)
Space Complexity: O(1)
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"""
pass

if len(self.store) == 0:
return
self.swap(len(self.store) - 1, 0)
removed_element = self.store.pop()
self.heap_down(0)
return removed_element.value


def __str__(self):
Expand All @@ -44,10 +54,10 @@ def __str__(self):

def empty(self):
""" This method returns true if the heap is empty
Time complexity: ?
Space complexity: ?
Time complexity: O(1)
Space complexity: O(1)
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"""
pass
return True if len(self.store) == 0 else False


def heap_up(self, index):
Expand All @@ -57,19 +67,54 @@ def heap_up(self, index):
property is reestablished.

This could be **very** helpful for the add method.
Time complexity: ?
Space complexity: ?
Time complexity: O(log n)
Space complexity: O(1)
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✨ Nice iterative solution!

"""
pass
curr_index = index
while curr_index > 0:
parent_index = (curr_index - 1) // 2
if self.store[curr_index].key < self.store[parent_index].key:
self.swap(curr_index, parent_index)
curr_index = parent_index
else:
return
return


def heap_down(self, index):
""" This helper method takes an index and
moves the corresponding element down the heap if it's
larger than either of its children and continues until
the heap property is reestablished.
Time complexity: O(log n)
Space complexity: O(1)
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"""
pass

curr_index = index
left_child_index = curr_index * 2 + 1
right_child_index = curr_index * 2 + 2

while left_child_index < len(self.store):
if right_child_index >= len(self.store):
if self.store[curr_index].key > self.store[left_child_index].key:
self.swap(curr_index, left_child_index)
return
if self.store[left_child_index].key < self.store[right_child_index].key:
if self.store[curr_index].key > self.store[left_child_index].key:
self.swap(curr_index, left_child_index)
curr_index = left_child_index
else:
return
else:
if self.store[curr_index].key > self.store[right_child_index].key:
self.swap(curr_index, right_child_index)
curr_index = right_child_index
else:
return
left_child_index = curr_index * 2 + 1
right_child_index = curr_index * 2 + 2
return


def swap(self, index_1, index_2):
""" Swaps two elements in self.store
Expand Down